The ability to easily define the requirements for how an AI/ML workload should run is a key part of enabling reproducibility, which is what Ray Jobs is supporting.

Source: https://venturebeat.com/ai/ray-2-2-boosts-machine-learning-observability-and-scalability-performance/

The modern research publication system sadly has a big problem with reproducibility and repeatability of some work.

Source: https://www.scotsman.com/news/opinion/columnists/how-room-temperature-superconductors-would-change-the-world-forever-dr-mohammad-yazdani-asrami-and-dr-devendra-kumar-namburi-4241558

This reproducibility enabled us to analyze the factors that impede coherence times and systematically eliminate them,” says Dr. Stern.

Source: https://www.jewishpress.com/news/israel/bar-ilan-researchers-develop-superconducting-flux-qubits-with-unprecedented-reproducibility-for-quantum-computers/2023/01/10/